Elevating theoretical insight and predictive accuracy in business research: Combining PLS-SEM and selected machine learning algorithms
We propose a routine for combining partial least squares-structural equation modeling (PLS-SEM) with selected machine learning (ML) algorithms to exploit the two method’s causal-predictive and causal-exploratory capabilities. Triangulating these two methods can improve the predictive accuracy of res...
Saved in:
| Published in: | Journal of business research Vol. 173; p. 114453 |
|---|---|
| Main Authors: | , |
| Format: | Journal Article |
| Language: | English |
| Published: |
Elsevier Inc
01.02.2024
|
| Subjects: | |
| ISSN: | 0148-2963, 1873-7978 |
| Online Access: | Get full text |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| Abstract | We propose a routine for combining partial least squares-structural equation modeling (PLS-SEM) with selected machine learning (ML) algorithms to exploit the two method’s causal-predictive and causal-exploratory capabilities. Triangulating these two methods can improve the predictive accuracy of research models, enhance the understanding of relationships, assist in identifying new relationships and therewith contribute to theorizing. We demonstrate the advantages and challenges of triangulating the two methods on an illustrative example along a four-step-routine: (1) Develop a PLS-SEM on a baseline conceptual model and use its standards to assess measurement model quality and generate latent variables scores. (2) Apply specific ML algorithms on the extracted data to validate relationships and identify new (linear) relationships that may go beyond the initial hypotheses; similarly, assess model advancements in the form of nonlinearities and interaction effects. (3) Evaluate the theoretical plausibility of alternative models. (4) Integrate alternative models in PLS-SEM and compare these with the baseline model using a recently proposed prediction-oriented test procedure in PLS-SEM. |
|---|---|
| AbstractList | We propose a routine for combining partial least squares-structural equation modeling (PLS-SEM) with selected machine learning (ML) algorithms to exploit the two method’s causal-predictive and causal-exploratory capabilities. Triangulating these two methods can improve the predictive accuracy of research models, enhance the understanding of relationships, assist in identifying new relationships and therewith contribute to theorizing. We demonstrate the advantages and challenges of triangulating the two methods on an illustrative example along a four-step-routine: (1) Develop a PLS-SEM on a baseline conceptual model and use its standards to assess measurement model quality and generate latent variables scores. (2) Apply specific ML algorithms on the extracted data to validate relationships and identify new (linear) relationships that may go beyond the initial hypotheses; similarly, assess model advancements in the form of nonlinearities and interaction effects. (3) Evaluate the theoretical plausibility of alternative models. (4) Integrate alternative models in PLS-SEM and compare these with the baseline model using a recently proposed prediction-oriented test procedure in PLS-SEM. |
| ArticleNumber | 114453 |
| Author | Richter, Nicole Franziska Tudoran, Ana Alina |
| Author_xml | – sequence: 1 givenname: Nicole Franziska surname: Richter fullname: Richter, Nicole Franziska email: nicole@sam.sdu.dk organization: University of Southern Denmark, Denmark – sequence: 2 givenname: Ana Alina surname: Tudoran fullname: Tudoran, Ana Alina email: anat@econ.au.dk organization: Aarhus University, Denmark |
| BookMark | eNqFkNtKAzEQhoMoWA-PIOQFtk42u-muXoiUeoCKgnodZrPTbso2K0ks9AV8blPrlTfCwFzMfP8w3wk7dIMjxi4EjAUIdbkar5rP4CmMc8jlWIiiKOUBG4lqIrNJPakO2QhEUWV5reQxOwlhBQA5QDViX7OeNhitW_LY0eApWoM9ty7YZRc5upZ_eGqtiXZDHI359Gi2ac7TSesoBJ4OE3rTXfHpsG6s22W9zF-z19nTDx-oJxOp5Ws0XUJ4n9Z_trBfDt7Gbh3O2NEC-0Dnv_2Uvd_N3qYP2fz5_nF6O8-MrETMMAfRmKassRTtQjaUaqFaAwIBqBWlaiAvSDWqkIgNyhJUGmANCqWa1PKUlftc44eQlC30h7dr9FstQO9k6pX-lal3MvVeZuKu_3DGxqRtcNGj7f-lb_Y0pdc2lrwOxpIzyatPanQ72H8SvgFa1JmF |
| CitedBy_id | crossref_primary_10_1080_09585192_2025_2464668 crossref_primary_10_1080_10447318_2024_2434962 crossref_primary_10_3390_electronics14163266 crossref_primary_10_20525_ijrbs_v13i10_3888 crossref_primary_10_1111_exsy_70131 crossref_primary_10_1002_sd_70039 crossref_primary_10_1016_j_intman_2025_101290 crossref_primary_10_1057_s41270_024_00325_y crossref_primary_10_1016_j_techfore_2025_123975 crossref_primary_10_1016_j_ijhydene_2024_11_061 crossref_primary_10_1108_EJM_08_2023_0645 crossref_primary_10_1080_08874417_2024_2413564 crossref_primary_10_1108_JTF_11_2023_0256 crossref_primary_10_1007_s11135_025_02123_9 crossref_primary_10_1016_j_ecoinf_2025_103054 crossref_primary_10_1016_j_foohum_2024_100482 crossref_primary_10_1016_j_heliyon_2024_e36392 crossref_primary_10_1108_IJESM_09_2024_0053 crossref_primary_10_3390_appliedmath5030105 crossref_primary_10_1016_j_jretconser_2024_103820 crossref_primary_10_1080_13675567_2025_2450367 crossref_primary_10_1016_j_chbr_2025_100682 crossref_primary_10_1016_j_ijinfomgt_2024_102805 crossref_primary_10_1016_j_jbusres_2024_115087 crossref_primary_10_1016_j_envres_2025_121358 crossref_primary_10_1016_j_sftr_2025_100874 crossref_primary_10_1080_23311975_2025_2519967 crossref_primary_10_1016_j_jclepro_2025_145404 crossref_primary_10_1108_ECAM_05_2024_0575 crossref_primary_10_1002_bse_4277 crossref_primary_10_1007_s43546_025_00842_7 crossref_primary_10_1016_j_eiar_2025_108068 crossref_primary_10_1016_j_jclepro_2024_144332 crossref_primary_10_1080_08874417_2025_2530054 crossref_primary_10_1016_j_jbusres_2025_115702 crossref_primary_10_1108_JKM_09_2024_1049 |
| Cites_doi | 10.1177/1354816618823921 10.1016/j.jbusres.2016.03.052 10.1016/j.ejor.2007.05.054 10.1007/s11002-014-9299-9 10.1134/S1054661822030087 10.1016/j.jfbs.2021.100457 10.1002/mar.21640 10.1080/10696679.2022.2056488 10.1108/EJM-02-2019-0189 10.1007/s11575-022-00475-0 10.1142/9789812385451 10.2307/30036540 10.1108/IntR-12-2017-0531 10.1007/s11747-017-0517-x 10.1108/EBR-11-2018-0203 10.1016/j.jbusres.2021.08.051 10.1016/j.jbusres.2020.10.035 10.1287/orsc.1100.0635 10.1016/j.jbusres.2020.10.012 10.1016/j.indmarman.2023.03.010 10.1016/j.artmed.2012.12.006 10.2307/41410412 10.1111/deci.12445 10.1057/palgrave.jibs.8400003 10.1016/j.dib.2023.109074 10.3390/ijerph19084859 10.2307/23042796 10.1007/s12525-021-00515-x 10.1109/TPDS.2023.3244135 10.1007/978-0-387-39940-9_565 10.1109/HICSS.2016.391 10.1214/10-STS330 10.1080/10696679.2020.1860683 10.1016/j.jbusres.2019.11.056 10.1108/IMR-04-2014-0148 10.2307/25148742 10.1016/j.knosys.2021.107042 10.1016/j.jbusres.2016.03.049 10.17705/1jais.00719 10.1016/j.emj.2016.08.001 10.1007/s11336-019-09677-2 10.1016/j.jbusres.2021.02.028 10.1038/nature14539 10.1016/j.jbusres.2022.04.013 10.1016/j.intman.2008.10.002 10.1016/j.jbusres.2018.12.051 10.1016/j.eswa.2022.117659 10.1016/j.im.2007.09.002 10.1086/208655 10.1057/s41267-020-00372-4 10.1080/10705511.2022.2057315 10.1016/j.eswa.2017.10.009 10.1016/0749-5978(91)90020-T 10.1111/deci.12329 10.1016/j.jpain.2022.10.003 10.1108/IJCHM-04-2022-0474 10.18637/jss.v028.i05 10.1016/j.jbusres.2019.01.070 10.1016/j.eswa.2019.113100 10.1108/EJM-08-2020-0636 10.1007/s11575-022-00479-w |
| ContentType | Journal Article |
| Copyright | 2023 The Authors |
| Copyright_xml | – notice: 2023 The Authors |
| DBID | 6I. AAFTH AAYXX CITATION |
| DOI | 10.1016/j.jbusres.2023.114453 |
| DatabaseName | ScienceDirect Open Access Titles Elsevier:ScienceDirect:Open Access CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Economics Business |
| EISSN | 1873-7978 |
| ExternalDocumentID | 10_1016_j_jbusres_2023_114453 S0148296323008123 |
| GroupedDBID | --K --M -~X .~1 0R~ 13V 186 1B1 1OL 1RT 1~. 1~5 29K 4.4 457 4G. 4JU 5GY 5VS 6I. 7-5 71M 85S 8P~ 96U 9JO 9M8 AABNK AACTN AAEDT AAEDW AAFTH AAGJA AAGUQ AAIAV AAIKJ AAKOC AALRI AAOAW AAQFI AAQXK AAXUO AAYJJ AAYOK ABFNM ABIVO ABJNI ABKBG ABMAC ABMVD ABTAH ABXDB ABYKQ ACBMB ACDAQ ACGFO ACGFS ACHQT ACHRH ACNCT ACNTT ACRLP ACXNI ADBBV ADEZE ADMHC ADMUD AEBSH AEKER AELAQ AFAZI AFDAS AFFNX AFKWA AFTJW AGHFR AGJBL AGUBO AGUMN AGYEJ AHHHB AI. AIEXJ AIKHN AITUG AJBFU AJOXV ALEQD ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ ASPBG AVWKF AXJTR AZFZN BKOJK BKOMP BLXMC BNSAS CS3 D-I DU5 EBS EFJIC EFLBG EJD EO8 EO9 EP2 EP3 F5P F8P FDB FEDTE FGOYB FIRID FNPLU FYGXN G-2 G-Q GBLVA HF~ HLX HVGLF HZ~ H~9 IHE J1W KOM KWQ LG8 LPU LXL LXN M41 MO0 MS~ N9A NEJ O-L O9- OAUVE OHT OKEIE OZT P-8 P-9 P2P PC. PQQKQ Q38 R2- RIG ROL RPZ SBM SDF SDG SDP SEB SES SEW SPCBC SSB SSL SSY SSZ T5K TAE TN5 TWZ U5U UHB UHS VH1 VQA WH7 WUQ XFK XSW XYO YK3 YK4 YQT YYQ ZCA ZRQ ZY4 ~G- 9DU AATTM AAXKI AAYWO AAYXX ABUFD ABWVN ACLOT ACRPL ACVFH ADCNI ADMHG ADNMO AEIPS AEUPX AFJKZ AFPUW AGQPQ AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP CITATION EFKBS ~HD |
| ID | FETCH-LOGICAL-c381t-a201bcb59a51df3be3bef6dc01a00ed156b024e6b643aaba350600ea906a36793 |
| ISICitedReferencesCount | 37 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=001150157500001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 0148-2963 |
| IngestDate | Tue Nov 18 21:08:17 EST 2025 Sat Nov 29 07:23:37 EST 2025 Sat Mar 02 16:01:05 EST 2024 |
| IsDoiOpenAccess | true |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Keywords | Machine learning (ML) Partial least squares-structural equation modeling (PLS-SEM) Method triangulation Prediction Unified theory of acceptance and use of technology (UTAUT) |
| Language | English |
| License | This is an open access article under the CC BY license. |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-c381t-a201bcb59a51df3be3bef6dc01a00ed156b024e6b643aaba350600ea906a36793 |
| OpenAccessLink | https://dx.doi.org/10.1016/j.jbusres.2023.114453 |
| ParticipantIDs | crossref_primary_10_1016_j_jbusres_2023_114453 crossref_citationtrail_10_1016_j_jbusres_2023_114453 elsevier_sciencedirect_doi_10_1016_j_jbusres_2023_114453 |
| PublicationCentury | 2000 |
| PublicationDate | 2024-02-01 |
| PublicationDateYYYYMMDD | 2024-02-01 |
| PublicationDate_xml | – month: 02 year: 2024 text: 2024-02-01 day: 01 |
| PublicationDecade | 2020 |
| PublicationTitle | Journal of business research |
| PublicationYear | 2024 |
| Publisher | Elsevier Inc |
| Publisher_xml | – name: Elsevier Inc |
| References | Tsamardinos, Aliferis, Statnikov (b0495) 2003 Neapolitan (b0280) 2003 Cho, Schlaegel, Hwang, Choi, Sarstedt, Ringle (b0090) 2022; 62 Hastie, Tibshirani, Friedman (b0175) 2009 Conference Proceedings: 49th Hawaii International Conference on System Sciences (HICSS), Koloa, HI (USA). Mittelstaedt, Grossbart, Curtis, Devere (b0275) 1976; 3 Becker, Ringle, Sarstedt, Völckner (b0025) 2015; 26 Singapore City. Pearl (b0305) 2000; (Vol. 64) Srivastava, Chockalingam, Aluru (b0485) 2023; 34 Tudoran (b0500) 2022; 32 Kuhn, Johnson (b0220) 2013 Sener, Barut, Oztekin, Avcilar, Yildirim (b0445) 2019; 99 Kohavi (b0205) 1995 Refaeilzadeh, Tang, Liu (b0335) 2009; 5 Sánchez-Franco, Navarro-García, Rondán-Cataluña (b0390) 2019; 101 Venkatesh, Thong, Xu (b0510) 2012; 36 . Bozan, K., Parker, K., & Davey, B. (2016). 107042. Loh, Lee, Leong (b0250) 2022; 205 Friedman (b0120) 1991; 19 Guenther, Guenther, Ringle, Zaefarian, Cartwright (b0140) 2023; 111 McQuarrie, A. D. R., & Tsai, C.-L. (1998). Conference Proceedings: 20th International Conference on Machine Learning. Wood (b0515) 2006 Pearl (b0300) 1988 Schubring, Lorscheid, Meyer, Ringle (b0420) 2016; 69 Al-Gahtani, Hubona, Wang (b0010) 2007; 44 Spirtes, Glymour, Scheines, Heckerman (b0480) 2000 Torgo (b0490) 2017 Rigdon, Ringle, Sarstedt (b0365) 2010; Vol. 7 Hair, Sarstedt, Ringle, Gudergan (b0170) 2018 Goodfellow, Bengio, Courville (b0130) 2016 Canhoto (b0075) 2021; 131 Wood (b0520) 2022; 1 Ray, Bala, Rana (b0330) 2021; 128 Sanchez-Franco, Cepeda-Carrion, Roldan (b0385) 2019; 29 Richter (b0340) 2007; Vol. 13 Sarstedt, Ringle, Cheah, Ting, Moisescu, Radomir (b0410) 2019; 26 Carvalho, E. C. A. d., Vissoci, J. R. N., Andrade, L. d., Machado, W. d. L., Paraiso, E. C., & Nievola, J. C. (2021). BNPA: An R package to learn path analysis input models from a data set semi-automatically using Bayesian networks. Liengaard, Sharma, Hult, Jensen, Sarstedt, Hair, Ringle (b0235) 2021; 52 Blut, Chong, Tsigna, Venkatesh (b0030) 2022; 23 Mandhani, Nayak, Parida (b0260) 2020; 140 LeCun, Bengio, Hinton (b0225) 2015; 521 Díez-Mesa, de Oña, de Oña (b0105) 2018; 118 Nielsen, Welch, Chidlow, Miller, Aguzzoli, Gardner, Pegoraro (b0290) 2020; 51 Lo, Dwivedi, Tan, Ooi, Aw, Metri (b0245) 2022; 147 Rigdon, Becker, Sarstedt (b0360) 2019; 84 Sharma, Liengaard, Hair, Sarstedt, Ringle (b0450) 2023; 57 Garbe, Richter (b0125) 2009; 15 Gregor (b0135) 2006; 30 Shmueli, Sarstedt, Hair, Cheah, Ting, Vaithilingam, Ringle (b0475) 2019; 53 Boto Ferreira, Costa Pinto, Maurer Herter, Soro, Vanneschi, Castelli, Peres (b0045) 2021; 131 Hair, Risher, Sarstedt, Ringle (b0160) 2019; 31 Pearl, J. (2012b). Robustness of causal claims. Sarstedt, Ringle, Hair (b0415) 2022 Koller, Friedman (b0210) 2009 Becker, Cheah, Gholamzade, Ringle, Sarstedt (b0020) 2023; 35 Margaritis, D. (2003). Ooi, Lee, Tan, Hew, Hew (b0295) 2018; 93 Pearl (b0310) 2012 Sarstedt, Hair, Ringle (b0400) 2023; 31 Burton, Obel (b0070) 2011; 22 Sharma, Shmueli, Sarstedt, Danks, Ray (b0455) 2021; 52 Bollen, Pearl (b0040) 2013 Venkatesh, Morris, Davis, Davis (b0505) 2003; 27 Ringle, Sarstedt, Sinkovics, Sinkovics (b0370) 2023; 48 Scutari (b0430) 2007 Scutari, Nagarajan (b0440) 2013; 57 Scutari, Denis (b0435) 2021 Shmueli, Koppius (b0465) 2011; 35 Elwert (b0115) 2013 Bouckaert, R. R. (2003). Richter, Hauff, Gudergan, Ringle (b0350) 2022; 62 Shmueli (b0460) 2010; 25 Boehmke, Greenwell (b0035) 2019 Hair, Sarstedt (b0165) 2021; 29 Ringle, C. M., Wende, S., & Becker, J.-M. (2022). SmartPLS 4. Oststeinbek: SmartPLS: Retrieved from: www.smartpls.com. Yaramakala, Margaritis (b0525) 2005 Gupta, Kim (b0145) 2008; 190 Shmueli, Ray, Velasquez Estrada, Chatla (b0470) 2016; 69 Druzdzel, Simon (b0110) 1993 Jöreskog, Wold (b0195) 1982 Sarstedt, Hair, Pick, Liengaard, Radomir, Ringle (b0395) 2022; 39 Buckler, Hennig-Thurau (b0065) 2008; 4 Kuhn (b0215) 2008; 28 Hastie, Tibshirani, Friedman (b0180) 2009 Leong, Hew, Ooi, Chong (b0230) 2020; 110 Sachan, Yang, Xu, Benavides, Li (b0380) 2020; 144 Bruno, Martinelli, Moroni (b0060) 2022; 32 James, Witten, Hastie, Tibshirani (b0190) 2021 Kenett, Manzi, Rapaport, Salini (b0200) 2022; 19 Richter, Sinkovics, Ringle, Schlaegel (b0355) 2016; 33 Schwarz (b0425) 1978; 6 Basco, Hair, Ringle, Sarstedt (b0015) 2022; 13 Danks, Ray, Shmueli (b0100) 2017 Neapolitan, Jiang (b0285) 2007 Contractor, Kundu, Hsu (b0095) 2003; 34 Provost, Fawcett (b0320) 2013 Richter, Cepeda, Roldán, Ringle (b0345) 2016; 34 Hair, Hult, Ringle, Sarstedt, Thiele (b0155) 2017; 45 Cho, Hwang, Sarstedt, Ringle (b0085) 2022; 29 Liew, Palacios-Ceña, Scutari, Fuensalida-Novo, Guerrero-Peral, Ordás-Bandera, Fernández-de-las-Peñas (b0240) 2023; 24 Hair, Hult, Ringle, Sarstedt (b0150) 2022 (Doctor of Philosophy Doctoral thesis). Carnegie-Mellon University. Rau, Scheines (b0325) 2012 MacKay (b0255) 2003 Ajzen (b0005) 1991; 50 Sarstedt, Radomir, Moisescu, Ringle (b0405) 2022; 138 Jaeger, Halliday (b0185) 1998; 54 Ringle (10.1016/j.jbusres.2023.114453_b0370) 2023; 48 Rau (10.1016/j.jbusres.2023.114453_b0325) 2012 Sharma (10.1016/j.jbusres.2023.114453_b0450) 2023; 57 Leong (10.1016/j.jbusres.2023.114453_b0230) 2020; 110 Tsamardinos (10.1016/j.jbusres.2023.114453_b0495) 2003 LeCun (10.1016/j.jbusres.2023.114453_b0225) 2015; 521 10.1016/j.jbusres.2023.114453_b0050 Bollen (10.1016/j.jbusres.2023.114453_b0040) 2013 Liew (10.1016/j.jbusres.2023.114453_b0240) 2023; 24 Wood (10.1016/j.jbusres.2023.114453_b0515) 2006 Boto Ferreira (10.1016/j.jbusres.2023.114453_b0045) 2021; 131 10.1016/j.jbusres.2023.114453_b0055 Sarstedt (10.1016/j.jbusres.2023.114453_b0405) 2022; 138 Loh (10.1016/j.jbusres.2023.114453_b0250) 2022; 205 Sarstedt (10.1016/j.jbusres.2023.114453_b0410) 2019; 26 Nielsen (10.1016/j.jbusres.2023.114453_b0290) 2020; 51 Díez-Mesa (10.1016/j.jbusres.2023.114453_b0105) 2018; 118 Hair (10.1016/j.jbusres.2023.114453_b0160) 2019; 31 Cho (10.1016/j.jbusres.2023.114453_b0090) 2022; 62 Richter (10.1016/j.jbusres.2023.114453_b0355) 2016; 33 Yaramakala (10.1016/j.jbusres.2023.114453_b0525) 2005 Hair (10.1016/j.jbusres.2023.114453_b0165) 2021; 29 10.1016/j.jbusres.2023.114453_b0315 Sachan (10.1016/j.jbusres.2023.114453_b0380) 2020; 144 Al-Gahtani (10.1016/j.jbusres.2023.114453_b0010) 2007; 44 Sener (10.1016/j.jbusres.2023.114453_b0445) 2019; 99 Ajzen (10.1016/j.jbusres.2023.114453_b0005) 1991; 50 Kuhn (10.1016/j.jbusres.2023.114453_b0220) 2013 10.1016/j.jbusres.2023.114453_b0270 Friedman (10.1016/j.jbusres.2023.114453_b0120) 1991; 19 Bruno (10.1016/j.jbusres.2023.114453_b0060) 2022; 32 Hastie (10.1016/j.jbusres.2023.114453_b0175) 2009 Sanchez-Franco (10.1016/j.jbusres.2023.114453_b0385) 2019; 29 Sarstedt (10.1016/j.jbusres.2023.114453_b0415) 2022 Tudoran (10.1016/j.jbusres.2023.114453_b0500) 2022; 32 Hastie (10.1016/j.jbusres.2023.114453_b0180) 2009 MacKay (10.1016/j.jbusres.2023.114453_b0255) 2003 Becker (10.1016/j.jbusres.2023.114453_b0020) 2023; 35 Goodfellow (10.1016/j.jbusres.2023.114453_b0130) 2016 Pearl (10.1016/j.jbusres.2023.114453_b0300) 1988 Basco (10.1016/j.jbusres.2023.114453_b0015) 2022; 13 Jaeger (10.1016/j.jbusres.2023.114453_b0185) 1998; 54 Blut (10.1016/j.jbusres.2023.114453_b0030) 2022; 23 Rigdon (10.1016/j.jbusres.2023.114453_b0360) 2019; 84 Schwarz (10.1016/j.jbusres.2023.114453_b0425) 1978; 6 Venkatesh (10.1016/j.jbusres.2023.114453_b0510) 2012; 36 Jöreskog (10.1016/j.jbusres.2023.114453_b0195) 1982 Becker (10.1016/j.jbusres.2023.114453_b0025) 2015; 26 Wood (10.1016/j.jbusres.2023.114453_b0520) 2022; 1 Shmueli (10.1016/j.jbusres.2023.114453_b0460) 2010; 25 Kenett (10.1016/j.jbusres.2023.114453_b0200) 2022; 19 Guenther (10.1016/j.jbusres.2023.114453_b0140) 2023; 111 Venkatesh (10.1016/j.jbusres.2023.114453_b0505) 2003; 27 Boehmke (10.1016/j.jbusres.2023.114453_b0035) 2019 Sarstedt (10.1016/j.jbusres.2023.114453_b0400) 2023; 31 Ooi (10.1016/j.jbusres.2023.114453_b0295) 2018; 93 Neapolitan (10.1016/j.jbusres.2023.114453_b0280) 2003 Sarstedt (10.1016/j.jbusres.2023.114453_b0395) 2022; 39 Pearl (10.1016/j.jbusres.2023.114453_b0305) 2000; (Vol. 64) Rigdon (10.1016/j.jbusres.2023.114453_b0365) 2010; Vol. 7 10.1016/j.jbusres.2023.114453_b0375 Provost (10.1016/j.jbusres.2023.114453_b0320) 2013 Mandhani (10.1016/j.jbusres.2023.114453_b0260) 2020; 140 Sharma (10.1016/j.jbusres.2023.114453_b0455) 2021; 52 Scutari (10.1016/j.jbusres.2023.114453_b0430) Richter (10.1016/j.jbusres.2023.114453_b0345) 2016; 34 Scutari (10.1016/j.jbusres.2023.114453_b0435) 2021 Hair (10.1016/j.jbusres.2023.114453_b0170) 2018 Sánchez-Franco (10.1016/j.jbusres.2023.114453_b0390) 2019; 101 Contractor (10.1016/j.jbusres.2023.114453_b0095) 2003; 34 Druzdzel (10.1016/j.jbusres.2023.114453_b0110) 1993 Gupta (10.1016/j.jbusres.2023.114453_b0145) 2008; 190 10.1016/j.jbusres.2023.114453_b0265 Danks (10.1016/j.jbusres.2023.114453_b0100) 2017 Gregor (10.1016/j.jbusres.2023.114453_b0135) 2006; 30 Pearl (10.1016/j.jbusres.2023.114453_b0310) 2012 Mittelstaedt (10.1016/j.jbusres.2023.114453_b0275) 1976; 3 Garbe (10.1016/j.jbusres.2023.114453_b0125) 2009; 15 Schubring (10.1016/j.jbusres.2023.114453_b0420) 2016; 69 Ray (10.1016/j.jbusres.2023.114453_b0330) 2021; 128 Kuhn (10.1016/j.jbusres.2023.114453_b0215) 2008; 28 Koller (10.1016/j.jbusres.2023.114453_b0210) 2009 Hair (10.1016/j.jbusres.2023.114453_b0150) 2022 Spirtes (10.1016/j.jbusres.2023.114453_b0480) 2000 Liengaard (10.1016/j.jbusres.2023.114453_b0235) 2021; 52 Shmueli (10.1016/j.jbusres.2023.114453_b0465) 2011; 35 Shmueli (10.1016/j.jbusres.2023.114453_b0470) 2016; 69 Torgo (10.1016/j.jbusres.2023.114453_b0490) 2017 Srivastava (10.1016/j.jbusres.2023.114453_b0485) 2023; 34 Neapolitan (10.1016/j.jbusres.2023.114453_b0285) 2007 Kohavi (10.1016/j.jbusres.2023.114453_b0205) 1995 Shmueli (10.1016/j.jbusres.2023.114453_b0475) 2019; 53 Canhoto (10.1016/j.jbusres.2023.114453_b0075) 2021; 131 Elwert (10.1016/j.jbusres.2023.114453_b0115) 2013 Hair (10.1016/j.jbusres.2023.114453_b0155) 2017; 45 Buckler (10.1016/j.jbusres.2023.114453_b0065) 2008; 4 Richter (10.1016/j.jbusres.2023.114453_b0350) 2022; 62 Scutari (10.1016/j.jbusres.2023.114453_b0440) 2013; 57 Richter (10.1016/j.jbusres.2023.114453_b0340) 2007; Vol. 13 10.1016/j.jbusres.2023.114453_b0080 Lo (10.1016/j.jbusres.2023.114453_b0245) 2022; 147 Cho (10.1016/j.jbusres.2023.114453_b0085) 2022; 29 James (10.1016/j.jbusres.2023.114453_b0190) 2021 Burton (10.1016/j.jbusres.2023.114453_b0070) 2011; 22 Refaeilzadeh (10.1016/j.jbusres.2023.114453_b0335) 2009; 5 |
| References_xml | – volume: 4 start-page: 49 year: 2008 end-page: 68 ident: b0065 article-title: Identifying hidden structures in marketing's structural models through Universal Structure Modeling: An explorative Bayesian Neural Network Complement to LISREL and PLS publication-title: Marketing - Journal of Research in Management – year: 2007 ident: b0285 article-title: Probabilistic methods for financial and marketing informatics – volume: 24 start-page: 426 year: 2023 end-page: 436 ident: b0240 article-title: Path analysis models integrating psychological, psycho-physical and clinical variables in individuals with tension-type headache publication-title: The Journal of Pain – year: 2013 ident: b0320 article-title: Data Science for Business: What you need to know about data mining and data-analytic thinking – year: 2006 ident: b0515 article-title: Generalized additive models: An introduction with R – volume: 131 start-page: 441 year: 2021 end-page: 452 ident: b0075 article-title: Leveraging machine learning in the global fight against money laundering and terrorism financing: An affordances perspective publication-title: Journal of Business Research – volume: Vol. 13 start-page: 359 year: 2007 end-page: 381 ident: b0340 article-title: Intra-regional sales and the internationalization and performance relationship publication-title: Research in Global Strategic Management – volume: 35 start-page: 321 year: 2023 end-page: 346 ident: b0020 article-title: PLS-SEM's most wanted guidance publication-title: International Journal of Contemporary Hospitality Management – volume: 31 start-page: 2 year: 2019 end-page: 24 ident: b0160 article-title: When to use and how to report the results of PLS-SEM publication-title: European Business Review – volume: 39 start-page: 1035 year: 2022 end-page: 1064 ident: b0395 article-title: Progress in partial least squares structural equation modeling use in marketing research in the last decade publication-title: Psychology & Marketing – volume: 27 start-page: 425 year: 2003 end-page: 478 ident: b0505 article-title: User acceptance of information technology: Toward a unified view publication-title: MIS Quarterly – volume: 57 start-page: 207 year: 2013 end-page: 217 ident: b0440 article-title: On Identifying Significant Edges in Graphical Models of Molecular Networks publication-title: Artificial Intelligence in Medicine – volume: 3 start-page: 84 year: 1976 end-page: 94 ident: b0275 article-title: Optimal stimulation level and the adoption decision process publication-title: Journal of Consumer Research – volume: 6 start-page: 461 year: 1978 end-page: 464 ident: b0425 article-title: Estimating the dimensions of a model publication-title: The Annals of Statistic – volume: 44 start-page: 681 year: 2007 end-page: 691 ident: b0010 article-title: Information technology (IT) in Saudi Arabia: Culture and the acceptance and use of IT publication-title: Information & Management – volume: 131 start-page: 411 year: 2021 end-page: 425 ident: b0045 article-title: Using artificial intelligence to overcome over-indebtedness and fight poverty publication-title: Journal of Business Research – volume: 36 start-page: 157 year: 2012 end-page: 178 ident: b0510 article-title: Consumer acceptance and use of information technology: Extending the unified theory of acceptance and use of technology publication-title: MIS Quarterly – reference: Conference Proceedings: 49th Hawaii International Conference on System Sciences (HICSS), Koloa, HI (USA). – year: 2013 ident: b0220 article-title: Applied Predictive Modeling – year: 2009 ident: b0180 article-title: The Elements of Statistical Learning: Data Mining, Inference, and Prediction – reference: Pearl, J. (2012b). Robustness of causal claims. – year: 1993 ident: b0110 article-title: Causality in Bayesian Belief Networks – reference: Conference Proceedings: 20th International Conference on Machine Learning. – volume: 29 start-page: 65 year: 2021 end-page: 77 ident: b0165 article-title: Data, measurement, and causal inferences in machine learning: Opportunities and challenges for marketing publication-title: Journal of Marketing Theory & Practice – volume: 62 start-page: 449 year: 2022 end-page: 470 ident: b0350 article-title: The use of partial least squares structural equation modeling and complementary methods in international management research publication-title: Management International Review – year: 2022 ident: b0150 article-title: A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM) – start-page: 263 year: 1982 end-page: 270 ident: b0195 article-title: The ML and PLS Techniques for Modeling with Latent Variables: Historical and Comparative Aspects publication-title: Systems Under Indirect Observation, Part I – reference: Carvalho, E. C. A. d., Vissoci, J. R. N., Andrade, L. d., Machado, W. d. L., Paraiso, E. C., & Nievola, J. C. (2021). BNPA: An R package to learn path analysis input models from a data set semi-automatically using Bayesian networks. – volume: 5 start-page: 532 year: 2009 end-page: 538 ident: b0335 article-title: Cross-validation publication-title: Encyclopedia of Databases Systems – volume: 34 start-page: 589 year: 2016 end-page: 597 ident: b0345 article-title: European management research using partial least squares structural equation modeling (PLS-SEM) (editorial) publication-title: European Management Journal – volume: 26 start-page: 531 year: 2019 end-page: 554 ident: b0410 article-title: Structural model robustness checks in PLS-SEM publication-title: Tourism Economics – volume: 19 start-page: 1 year: 1991 end-page: 67 ident: b0120 article-title: Multivariate Adaptive Regression Splines publication-title: The Annals of Statistics – volume: 48 year: 2023 ident: b0370 article-title: A perspective on using partial least squares structural equation modeling in data articles publication-title: Data in Brief – volume: 84 start-page: 772 year: 2019 end-page: 780 ident: b0360 article-title: Parceling cannot reduce factor indeterminacy in factor analysis: A research note publication-title: Psychometrika – volume: 34 start-page: 5 year: 2003 end-page: 18 ident: b0095 article-title: A three-stage theory of international expansion: The link between multinationality and performance in the service sector publication-title: Journal of International Business Studies – volume: 93 start-page: 376 year: 2018 end-page: 394 ident: b0295 article-title: Cloud computing in manufacturing: The next industrial revolution in Malaysia? publication-title: Expert Systems with Applications – volume: 147 start-page: 325 year: 2022 end-page: 337 ident: b0245 article-title: Why do consumers buy impulsively during live streaming? A deep learning-based dual stage SEM-ANN analysis publication-title: Journal of Business Research – year: 2003 ident: b0280 article-title: Learning Bayesian Networks – year: 2007 ident: b0430 article-title: The bnlearn Package - Bayesian network structure learning – volume: Vol. 7 start-page: 255 year: 2010 end-page: 296 ident: b0365 article-title: Structural modeling of heterogeneous data with partial least squares publication-title: Review of Marketing Research – volume: 1 start-page: 729 year: 2022 ident: b0520 article-title: Package ‘mgcv’ publication-title: R package version – year: 2000 ident: b0480 article-title: Causation, prediction, and search – reference: , 107042. – volume: 69 start-page: 4552 year: 2016 end-page: 4564 ident: b0470 article-title: The elephant in the room: Evaluating the predictive performance of PLS models publication-title: Journal of Business Research – year: 1995 ident: b0205 article-title: A study of cross-validation and bootstrap for accuracy estimation and model selection publication-title: Conference Proceedings: 14th International Joint Conference on Artificial Intelligence – volume: 52 start-page: 362 year: 2021 end-page: 392 ident: b0235 article-title: Prediction: Coveted, yet forsaken? Introducing a cross-validated predictive ability test in Partial Least Squares Path modeling publication-title: Decision Sciences – volume: 22 start-page: 1195 year: 2011 end-page: 1202 ident: b0070 article-title: Computational modeling for what-is, what-might-be, and what-should-be studies-and triangulation publication-title: Organization Science – volume: 190 start-page: 818 year: 2008 end-page: 833 ident: b0145 article-title: Linking structural equation modeling to Bayesian networks: Decision support for customer retention in virtual communities publication-title: European Journal of Operational Research – volume: 23 start-page: 13 year: 2022 end-page: 95 ident: b0030 article-title: Meta-analysis of the unified theory of acceptance and use of technology (UTAUT): Challenging its validity and charting a research agenda in the red ocean publication-title: Journal of the Association for Information Systems – year: 2016 ident: b0130 article-title: Deep learning – year: 2017 ident: b0490 article-title: Data mining with R: Learning with case studies – reference: (Doctor of Philosophy Doctoral thesis). Carnegie-Mellon University. – start-page: 301 year: 2013 end-page: 328 ident: b0040 article-title: Eight Myths About Causality and Structural Equation Models publication-title: Handbook of Causal Analysis for Social Research – reference: McQuarrie, A. D. R., & Tsai, C.-L. (1998). – year: 2021 ident: b0435 article-title: Bayesian networks: With examples in R – year: 2019 ident: b0035 article-title: Hands-on machine learning with R – volume: 35 start-page: 553 year: 2011 end-page: 572 ident: b0465 article-title: Predictive analytics in information systems research publication-title: MIS Quarterly – start-page: 587 year: 2022 end-page: 632 ident: b0415 article-title: Partial Least Squares Structural Equation Modeling publication-title: Handbook of Market Research – volume: 101 start-page: 499 year: 2019 end-page: 506 ident: b0390 article-title: A naive Bayes strategy for classifying customer satisfaction: A study based on online reviews of hospitality services publication-title: Journal of Business Research – start-page: 245 year: 2013 end-page: 273 ident: b0115 article-title: Graphical causal models publication-title: Handbook of Causal Analysis for Social Research – volume: 138 start-page: 398 year: 2022 end-page: 407 ident: b0405 article-title: Latent class analysis in PLS-SEM: A review and recommendations for future applications publication-title: Journal of Business Research – volume: 205 year: 2022 ident: b0250 article-title: Mobile-lizing continuance intention with the mobile expectation-confirmation model: An SEM-ANN-NCA approach publication-title: Expert Systems with Applications – volume: 30 start-page: 611 year: 2006 end-page: 642 ident: b0135 article-title: The nature of theory in information systems publication-title: MIS Quarterly – year: 2009 ident: b0210 article-title: Probabilistic graphical models: Principles and techniques – volume: 45 start-page: 616 year: 2017 end-page: 632 ident: b0155 article-title: Mirror, mirror on the wall: A comparative evaluation of composite-based structural equation modeling methods publication-title: Journal of the Academy of Marketing Science – volume: 34 start-page: 1699 year: 2023 end-page: 1715 ident: b0485 article-title: A Parallel Framework for Constraint-Based Bayesian Network Learning via Markov Blanket Discovery publication-title: IEEE Transactions on Parallel and Distributed Systems – year: 2021 ident: b0190 article-title: An introduction to statistical learning with applications in R – volume: 13 year: 2022 ident: b0015 article-title: Advancing family business research through modeling nonlinear relationships: Comparing PLS-SEM and multiple regression publication-title: Journal of Family Business Strategy – volume: 111 start-page: 127 year: 2023 end-page: 142 ident: b0140 article-title: Improving PLS-SEM use for business marketing research publication-title: Industrial Marketing Management – volume: 99 start-page: 87 year: 2019 end-page: 104 ident: b0445 article-title: The role of information usage in a retail supply chain: A causal data mining and analytical modeling approach publication-title: Journal of Business Research – volume: 57 start-page: 1662 year: 2023 end-page: 1677 ident: b0450 article-title: Predictive model assessment and selection in composite-based modeling using PLS-SEM: Extensions and guidelines for using CVPAT publication-title: European Journal of Marketing – volume: 52 start-page: 535 year: 2021 end-page: 538 ident: b0455 article-title: Prediction-oriented model selection in partial least squares path modeling publication-title: Decision Sciences – volume: 118 start-page: 1 year: 2018 end-page: 13 ident: b0105 article-title: Bayesian networks and structural equation modelling to develop service quality models: Metro of Seville case study publication-title: Transportation Research Part A: Policy and Practice – start-page: 68 year: 2012 end-page: 91 ident: b0310 article-title: The causal foundations of structural equation modeling publication-title: Handbook of structural equation modeling – volume: 69 start-page: 4606 year: 2016 end-page: 4612 ident: b0420 article-title: The PLS agent: Predictive modeling with PLS-SEM and agent-based simulation publication-title: Journal of Business Research – volume: 110 start-page: 24 year: 2020 end-page: 40 ident: b0230 article-title: Predicting the antecedents of trust in social commerce: A hybrid structural equation modeling with neural network approach publication-title: Journal of Business Research – year: 2017 ident: b0100 article-title: Evaluating the predictive performance of composites in PLS path modeling publication-title: Working Paper. – year: 2018 ident: b0170 article-title: Advanced Issues in Partial Least Squares Structural Equation Modeling – reference: Bozan, K., Parker, K., & Davey, B. (2016). – volume: 19 start-page: 4859 year: 2022 ident: b0200 article-title: Integrated analysis of behavioural and health COVID-19 data combining Bayesian Networks and Structural Equation Models publication-title: International Journal of Environmental Research and Public Health – start-page: 05). year: 2005 ident: b0525 article-title: Speculative Markov blanket discovery for optimal feature selection publication-title: Conference Proceedings: Fifth IEEE International Conference on Data Mining (ICDM – reference: Margaritis, D. (2003). – reference: Ringle, C. M., Wende, S., & Becker, J.-M. (2022). SmartPLS 4. Oststeinbek: SmartPLS: Retrieved from: www.smartpls.com. – volume: (Vol. 64): year: 2000 ident: b0305 publication-title: Causality: Models, Reasoning and Inference – year: 2009 ident: b0175 article-title: Additive models, trees, and related methods publication-title: The Elements of Statistical Learning: Data Mining, Inference, and Prediction – volume: 29 start-page: 478 year: 2019 end-page: 503 ident: b0385 article-title: Understanding relationship quality in hospitality services A study based on text analytics and partial least squares publication-title: Internet Research – reference: Bouckaert, R. R. (2003). – year: 2012 ident: b0325 article-title: Searching for variables and models to investigate mediators of learning from multiple representations – volume: 51 start-page: 1478 year: 2020 end-page: 1499 ident: b0290 article-title: Fifty years of methodological trends in JIBS: Why future IB research needs more triangulation publication-title: Journal of International Business Studies – volume: 53 start-page: 2322 year: 2019 end-page: 2347 ident: b0475 article-title: Predictive Model Assessment in PLS-SEM: Guidelines for Using PLSpredict publication-title: European Journal of Marketing – volume: 29 start-page: 611 year: 2022 end-page: 619 ident: b0085 article-title: A prediction-oriented specification search algorithm for generalized structured component analysis publication-title: Structural Equation Modeling: A Multidisciplinary Journal – volume: 32 start-page: 519 year: 2022 end-page: 521 ident: b0060 article-title: Exploring ensembling in deep learning publication-title: Pattern Recognition and Image Analysis – year: 2003 ident: b0495 article-title: Time and sample efficient discovery of Markov blankets and direct causal relations publication-title: Conference Proceedings: Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining – volume: 26 start-page: 643 year: 2015 end-page: 659 ident: b0025 article-title: How collinearity affects mixture regression results publication-title: Marketing Letters – volume: 140 start-page: 320 year: 2020 end-page: 336 ident: b0260 article-title: Interrelationships among service quality factors of Metro Rail Transit System: An integrated Bayesian networks and PLS-SEM approach publication-title: Transportation Research Part A – year: 1988 ident: b0300 article-title: Probabilistic reasoning in intelligent systems: Networks of plausible inference – volume: 33 start-page: 376 year: 2016 end-page: 404 ident: b0355 article-title: A critical look at the use of SEM in International Business research publication-title: International Marketing Review – volume: 62 start-page: 569 year: 2022 end-page: 609 ident: b0090 article-title: Integrated generalized structured component analysis: On the use of model fit criteria in international management research publication-title: Management International Review – volume: 32 start-page: 351 year: 2022 end-page: 374 ident: b0500 article-title: A machine learning approach to identifying decision-making styles for managing customer relationships publication-title: Electronic Markets – reference: . Singapore City. – volume: 54 start-page: 64 year: 1998 end-page: 66 ident: b0185 article-title: On Confirmatory versus Exploratory Research publication-title: Herpetologica – volume: 128 start-page: 391 year: 2021 end-page: 404 ident: b0330 article-title: Exploring the drivers of customers' brand attitudes of online travel agency services: A text-mining based approach publication-title: Journal of Business Research – volume: 50 start-page: 179 year: 1991 end-page: 211 ident: b0005 article-title: The theory of planned behavior publication-title: Organizational Behavior and Human Decision Processes – reference: . – volume: 15 start-page: 413 year: 2009 end-page: 431 ident: b0125 article-title: Causal analysis of the internationalization and performance relationship based on neural networks: Advocating the transnational structure publication-title: Journal of International Management – volume: 31 start-page: 261 year: 2023 end-page: 275 ident: b0400 article-title: “PLS-SEM: Indeed a silver bullet” - retrospective observations and recent advances publication-title: Journal of Marketing Theory & Practice – volume: 144 year: 2020 ident: b0380 article-title: An explainable AI decision-support-system to automate loan underwriting publication-title: Expert Systems with Applications – volume: 25 start-page: 289 year: 2010 end-page: 310 ident: b0460 article-title: To explain or to predict? publication-title: Statistical Science – year: 2003 ident: b0255 article-title: Information Theory, Inference and Learning Algorithms – volume: 28 start-page: 1 year: 2008 end-page: 26 ident: b0215 article-title: Building Predictive Models in R Using the caret Package publication-title: Journal of Statistical Software – volume: 521 start-page: 436 year: 2015 end-page: 444 ident: b0225 article-title: Deep learning publication-title: Nature – volume: 19 start-page: 1 year: 1991 ident: 10.1016/j.jbusres.2023.114453_b0120 article-title: Multivariate Adaptive Regression Splines publication-title: The Annals of Statistics – volume: 26 start-page: 531 year: 2019 ident: 10.1016/j.jbusres.2023.114453_b0410 article-title: Structural model robustness checks in PLS-SEM publication-title: Tourism Economics doi: 10.1177/1354816618823921 – volume: 69 start-page: 4606 year: 2016 ident: 10.1016/j.jbusres.2023.114453_b0420 article-title: The PLS agent: Predictive modeling with PLS-SEM and agent-based simulation publication-title: Journal of Business Research doi: 10.1016/j.jbusres.2016.03.052 – volume: 190 start-page: 818 year: 2008 ident: 10.1016/j.jbusres.2023.114453_b0145 article-title: Linking structural equation modeling to Bayesian networks: Decision support for customer retention in virtual communities publication-title: European Journal of Operational Research doi: 10.1016/j.ejor.2007.05.054 – volume: 26 start-page: 643 year: 2015 ident: 10.1016/j.jbusres.2023.114453_b0025 article-title: How collinearity affects mixture regression results publication-title: Marketing Letters doi: 10.1007/s11002-014-9299-9 – volume: 32 start-page: 519 year: 2022 ident: 10.1016/j.jbusres.2023.114453_b0060 article-title: Exploring ensembling in deep learning publication-title: Pattern Recognition and Image Analysis doi: 10.1134/S1054661822030087 – volume: 13 year: 2022 ident: 10.1016/j.jbusres.2023.114453_b0015 article-title: Advancing family business research through modeling nonlinear relationships: Comparing PLS-SEM and multiple regression publication-title: Journal of Family Business Strategy doi: 10.1016/j.jfbs.2021.100457 – volume: 39 start-page: 1035 year: 2022 ident: 10.1016/j.jbusres.2023.114453_b0395 article-title: Progress in partial least squares structural equation modeling use in marketing research in the last decade publication-title: Psychology & Marketing doi: 10.1002/mar.21640 – volume: 31 start-page: 261 year: 2023 ident: 10.1016/j.jbusres.2023.114453_b0400 article-title: “PLS-SEM: Indeed a silver bullet” - retrospective observations and recent advances publication-title: Journal of Marketing Theory & Practice doi: 10.1080/10696679.2022.2056488 – volume: 53 start-page: 2322 year: 2019 ident: 10.1016/j.jbusres.2023.114453_b0475 article-title: Predictive Model Assessment in PLS-SEM: Guidelines for Using PLSpredict publication-title: European Journal of Marketing doi: 10.1108/EJM-02-2019-0189 – volume: 62 start-page: 449 year: 2022 ident: 10.1016/j.jbusres.2023.114453_b0350 article-title: The use of partial least squares structural equation modeling and complementary methods in international management research publication-title: Management International Review doi: 10.1007/s11575-022-00475-0 – year: 2009 ident: 10.1016/j.jbusres.2023.114453_b0210 – year: 2019 ident: 10.1016/j.jbusres.2023.114453_b0035 – ident: 10.1016/j.jbusres.2023.114453_b0270 doi: 10.1142/9789812385451 – volume: Vol. 7 start-page: 255 year: 2010 ident: 10.1016/j.jbusres.2023.114453_b0365 article-title: Structural modeling of heterogeneous data with partial least squares – volume: 27 start-page: 425 year: 2003 ident: 10.1016/j.jbusres.2023.114453_b0505 article-title: User acceptance of information technology: Toward a unified view publication-title: MIS Quarterly doi: 10.2307/30036540 – start-page: 301 year: 2013 ident: 10.1016/j.jbusres.2023.114453_b0040 article-title: Eight Myths About Causality and Structural Equation Models – volume: 29 start-page: 478 year: 2019 ident: 10.1016/j.jbusres.2023.114453_b0385 article-title: Understanding relationship quality in hospitality services A study based on text analytics and partial least squares publication-title: Internet Research doi: 10.1108/IntR-12-2017-0531 – volume: 45 start-page: 616 year: 2017 ident: 10.1016/j.jbusres.2023.114453_b0155 article-title: Mirror, mirror on the wall: A comparative evaluation of composite-based structural equation modeling methods publication-title: Journal of the Academy of Marketing Science doi: 10.1007/s11747-017-0517-x – year: 2013 ident: 10.1016/j.jbusres.2023.114453_b0220 – volume: 31 start-page: 2 year: 2019 ident: 10.1016/j.jbusres.2023.114453_b0160 article-title: When to use and how to report the results of PLS-SEM publication-title: European Business Review doi: 10.1108/EBR-11-2018-0203 – volume: 138 start-page: 398 year: 2022 ident: 10.1016/j.jbusres.2023.114453_b0405 article-title: Latent class analysis in PLS-SEM: A review and recommendations for future applications publication-title: Journal of Business Research doi: 10.1016/j.jbusres.2021.08.051 – volume: 131 start-page: 411 year: 2021 ident: 10.1016/j.jbusres.2023.114453_b0045 article-title: Using artificial intelligence to overcome over-indebtedness and fight poverty publication-title: Journal of Business Research doi: 10.1016/j.jbusres.2020.10.035 – volume: 22 start-page: 1195 year: 2011 ident: 10.1016/j.jbusres.2023.114453_b0070 article-title: Computational modeling for what-is, what-might-be, and what-should-be studies-and triangulation publication-title: Organization Science doi: 10.1287/orsc.1100.0635 – volume: (Vol. 64): year: 2000 ident: 10.1016/j.jbusres.2023.114453_b0305 – ident: 10.1016/j.jbusres.2023.114453_b0050 – volume: 131 start-page: 441 year: 2021 ident: 10.1016/j.jbusres.2023.114453_b0075 article-title: Leveraging machine learning in the global fight against money laundering and terrorism financing: An affordances perspective publication-title: Journal of Business Research doi: 10.1016/j.jbusres.2020.10.012 – start-page: 263 year: 1982 ident: 10.1016/j.jbusres.2023.114453_b0195 article-title: The ML and PLS Techniques for Modeling with Latent Variables: Historical and Comparative Aspects – ident: 10.1016/j.jbusres.2023.114453_b0265 – volume: 111 start-page: 127 year: 2023 ident: 10.1016/j.jbusres.2023.114453_b0140 article-title: Improving PLS-SEM use for business marketing research publication-title: Industrial Marketing Management doi: 10.1016/j.indmarman.2023.03.010 – volume: 57 start-page: 207 year: 2013 ident: 10.1016/j.jbusres.2023.114453_b0440 article-title: On Identifying Significant Edges in Graphical Models of Molecular Networks publication-title: Artificial Intelligence in Medicine doi: 10.1016/j.artmed.2012.12.006 – volume: 36 start-page: 157 year: 2012 ident: 10.1016/j.jbusres.2023.114453_b0510 article-title: Consumer acceptance and use of information technology: Extending the unified theory of acceptance and use of technology publication-title: MIS Quarterly doi: 10.2307/41410412 – volume: 52 start-page: 362 year: 2021 ident: 10.1016/j.jbusres.2023.114453_b0235 article-title: Prediction: Coveted, yet forsaken? Introducing a cross-validated predictive ability test in Partial Least Squares Path modeling publication-title: Decision Sciences doi: 10.1111/deci.12445 – volume: 34 start-page: 5 year: 2003 ident: 10.1016/j.jbusres.2023.114453_b0095 article-title: A three-stage theory of international expansion: The link between multinationality and performance in the service sector publication-title: Journal of International Business Studies doi: 10.1057/palgrave.jibs.8400003 – volume: 48 year: 2023 ident: 10.1016/j.jbusres.2023.114453_b0370 article-title: A perspective on using partial least squares structural equation modeling in data articles publication-title: Data in Brief doi: 10.1016/j.dib.2023.109074 – volume: 19 start-page: 4859 year: 2022 ident: 10.1016/j.jbusres.2023.114453_b0200 article-title: Integrated analysis of behavioural and health COVID-19 data combining Bayesian Networks and Structural Equation Models publication-title: International Journal of Environmental Research and Public Health doi: 10.3390/ijerph19084859 – ident: 10.1016/j.jbusres.2023.114453_b0430 – volume: 35 start-page: 553 year: 2011 ident: 10.1016/j.jbusres.2023.114453_b0465 article-title: Predictive analytics in information systems research publication-title: MIS Quarterly doi: 10.2307/23042796 – ident: 10.1016/j.jbusres.2023.114453_b0315 – year: 2012 ident: 10.1016/j.jbusres.2023.114453_b0325 – year: 1995 ident: 10.1016/j.jbusres.2023.114453_b0205 article-title: A study of cross-validation and bootstrap for accuracy estimation and model selection – volume: 32 start-page: 351 year: 2022 ident: 10.1016/j.jbusres.2023.114453_b0500 article-title: A machine learning approach to identifying decision-making styles for managing customer relationships publication-title: Electronic Markets doi: 10.1007/s12525-021-00515-x – year: 1988 ident: 10.1016/j.jbusres.2023.114453_b0300 – volume: 34 start-page: 1699 year: 2023 ident: 10.1016/j.jbusres.2023.114453_b0485 article-title: A Parallel Framework for Constraint-Based Bayesian Network Learning via Markov Blanket Discovery publication-title: IEEE Transactions on Parallel and Distributed Systems doi: 10.1109/TPDS.2023.3244135 – year: 2003 ident: 10.1016/j.jbusres.2023.114453_b0495 article-title: Time and sample efficient discovery of Markov blankets and direct causal relations – volume: 5 start-page: 532 year: 2009 ident: 10.1016/j.jbusres.2023.114453_b0335 article-title: Cross-validation publication-title: Encyclopedia of Databases Systems doi: 10.1007/978-0-387-39940-9_565 – ident: 10.1016/j.jbusres.2023.114453_b0055 doi: 10.1109/HICSS.2016.391 – year: 2022 ident: 10.1016/j.jbusres.2023.114453_b0150 – volume: 25 start-page: 289 year: 2010 ident: 10.1016/j.jbusres.2023.114453_b0460 article-title: To explain or to predict? publication-title: Statistical Science doi: 10.1214/10-STS330 – volume: 1 start-page: 729 year: 2022 ident: 10.1016/j.jbusres.2023.114453_b0520 article-title: Package ‘mgcv’ publication-title: R package version – volume: 118 start-page: 1 year: 2018 ident: 10.1016/j.jbusres.2023.114453_b0105 article-title: Bayesian networks and structural equation modelling to develop service quality models: Metro of Seville case study publication-title: Transportation Research Part A: Policy and Practice – volume: 29 start-page: 65 year: 2021 ident: 10.1016/j.jbusres.2023.114453_b0165 article-title: Data, measurement, and causal inferences in machine learning: Opportunities and challenges for marketing publication-title: Journal of Marketing Theory & Practice doi: 10.1080/10696679.2020.1860683 – year: 2018 ident: 10.1016/j.jbusres.2023.114453_b0170 – year: 2006 ident: 10.1016/j.jbusres.2023.114453_b0515 – volume: 110 start-page: 24 year: 2020 ident: 10.1016/j.jbusres.2023.114453_b0230 article-title: Predicting the antecedents of trust in social commerce: A hybrid structural equation modeling with neural network approach publication-title: Journal of Business Research doi: 10.1016/j.jbusres.2019.11.056 – year: 2009 ident: 10.1016/j.jbusres.2023.114453_b0180 – year: 2013 ident: 10.1016/j.jbusres.2023.114453_b0320 – volume: 33 start-page: 376 year: 2016 ident: 10.1016/j.jbusres.2023.114453_b0355 article-title: A critical look at the use of SEM in International Business research publication-title: International Marketing Review doi: 10.1108/IMR-04-2014-0148 – volume: 30 start-page: 611 year: 2006 ident: 10.1016/j.jbusres.2023.114453_b0135 article-title: The nature of theory in information systems publication-title: MIS Quarterly doi: 10.2307/25148742 – ident: 10.1016/j.jbusres.2023.114453_b0080 doi: 10.1016/j.knosys.2021.107042 – volume: 69 start-page: 4552 year: 2016 ident: 10.1016/j.jbusres.2023.114453_b0470 article-title: The elephant in the room: Evaluating the predictive performance of PLS models publication-title: Journal of Business Research doi: 10.1016/j.jbusres.2016.03.049 – volume: 140 start-page: 320 year: 2020 ident: 10.1016/j.jbusres.2023.114453_b0260 article-title: Interrelationships among service quality factors of Metro Rail Transit System: An integrated Bayesian networks and PLS-SEM approach publication-title: Transportation Research Part A – ident: 10.1016/j.jbusres.2023.114453_b0375 – year: 2017 ident: 10.1016/j.jbusres.2023.114453_b0490 – start-page: 245 year: 2013 ident: 10.1016/j.jbusres.2023.114453_b0115 article-title: Graphical causal models – volume: 23 start-page: 13 year: 2022 ident: 10.1016/j.jbusres.2023.114453_b0030 article-title: Meta-analysis of the unified theory of acceptance and use of technology (UTAUT): Challenging its validity and charting a research agenda in the red ocean publication-title: Journal of the Association for Information Systems doi: 10.17705/1jais.00719 – year: 2016 ident: 10.1016/j.jbusres.2023.114453_b0130 – volume: 4 start-page: 49 year: 2008 ident: 10.1016/j.jbusres.2023.114453_b0065 article-title: Identifying hidden structures in marketing's structural models through Universal Structure Modeling: An explorative Bayesian Neural Network Complement to LISREL and PLS publication-title: Marketing - Journal of Research in Management – year: 2007 ident: 10.1016/j.jbusres.2023.114453_b0285 – volume: 34 start-page: 589 year: 2016 ident: 10.1016/j.jbusres.2023.114453_b0345 article-title: European management research using partial least squares structural equation modeling (PLS-SEM) (editorial) publication-title: European Management Journal doi: 10.1016/j.emj.2016.08.001 – volume: 84 start-page: 772 year: 2019 ident: 10.1016/j.jbusres.2023.114453_b0360 article-title: Parceling cannot reduce factor indeterminacy in factor analysis: A research note publication-title: Psychometrika doi: 10.1007/s11336-019-09677-2 – volume: 128 start-page: 391 year: 2021 ident: 10.1016/j.jbusres.2023.114453_b0330 article-title: Exploring the drivers of customers' brand attitudes of online travel agency services: A text-mining based approach publication-title: Journal of Business Research doi: 10.1016/j.jbusres.2021.02.028 – volume: 521 start-page: 436 year: 2015 ident: 10.1016/j.jbusres.2023.114453_b0225 article-title: Deep learning publication-title: Nature doi: 10.1038/nature14539 – year: 2021 ident: 10.1016/j.jbusres.2023.114453_b0190 – volume: 147 start-page: 325 year: 2022 ident: 10.1016/j.jbusres.2023.114453_b0245 article-title: Why do consumers buy impulsively during live streaming? A deep learning-based dual stage SEM-ANN analysis publication-title: Journal of Business Research doi: 10.1016/j.jbusres.2022.04.013 – volume: 15 start-page: 413 year: 2009 ident: 10.1016/j.jbusres.2023.114453_b0125 article-title: Causal analysis of the internationalization and performance relationship based on neural networks: Advocating the transnational structure publication-title: Journal of International Management doi: 10.1016/j.intman.2008.10.002 – start-page: 587 year: 2022 ident: 10.1016/j.jbusres.2023.114453_b0415 article-title: Partial Least Squares Structural Equation Modeling – volume: 101 start-page: 499 year: 2019 ident: 10.1016/j.jbusres.2023.114453_b0390 article-title: A naive Bayes strategy for classifying customer satisfaction: A study based on online reviews of hospitality services publication-title: Journal of Business Research doi: 10.1016/j.jbusres.2018.12.051 – volume: 205 year: 2022 ident: 10.1016/j.jbusres.2023.114453_b0250 article-title: Mobile-lizing continuance intention with the mobile expectation-confirmation model: An SEM-ANN-NCA approach publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2022.117659 – volume: 44 start-page: 681 year: 2007 ident: 10.1016/j.jbusres.2023.114453_b0010 article-title: Information technology (IT) in Saudi Arabia: Culture and the acceptance and use of IT publication-title: Information & Management doi: 10.1016/j.im.2007.09.002 – volume: 54 start-page: 64 year: 1998 ident: 10.1016/j.jbusres.2023.114453_b0185 article-title: On Confirmatory versus Exploratory Research publication-title: Herpetologica – year: 2003 ident: 10.1016/j.jbusres.2023.114453_b0255 – volume: Vol. 13 start-page: 359 year: 2007 ident: 10.1016/j.jbusres.2023.114453_b0340 article-title: Intra-regional sales and the internationalization and performance relationship – volume: 3 start-page: 84 year: 1976 ident: 10.1016/j.jbusres.2023.114453_b0275 article-title: Optimal stimulation level and the adoption decision process publication-title: Journal of Consumer Research doi: 10.1086/208655 – volume: 51 start-page: 1478 year: 2020 ident: 10.1016/j.jbusres.2023.114453_b0290 article-title: Fifty years of methodological trends in JIBS: Why future IB research needs more triangulation publication-title: Journal of International Business Studies doi: 10.1057/s41267-020-00372-4 – volume: 29 start-page: 611 year: 2022 ident: 10.1016/j.jbusres.2023.114453_b0085 article-title: A prediction-oriented specification search algorithm for generalized structured component analysis publication-title: Structural Equation Modeling: A Multidisciplinary Journal doi: 10.1080/10705511.2022.2057315 – start-page: 68 year: 2012 ident: 10.1016/j.jbusres.2023.114453_b0310 article-title: The causal foundations of structural equation modeling – year: 2021 ident: 10.1016/j.jbusres.2023.114453_b0435 – volume: 93 start-page: 376 year: 2018 ident: 10.1016/j.jbusres.2023.114453_b0295 article-title: Cloud computing in manufacturing: The next industrial revolution in Malaysia? publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2017.10.009 – volume: 50 start-page: 179 year: 1991 ident: 10.1016/j.jbusres.2023.114453_b0005 article-title: The theory of planned behavior publication-title: Organizational Behavior and Human Decision Processes doi: 10.1016/0749-5978(91)90020-T – year: 2017 ident: 10.1016/j.jbusres.2023.114453_b0100 article-title: Evaluating the predictive performance of composites in PLS path modeling publication-title: Working Paper. – year: 2000 ident: 10.1016/j.jbusres.2023.114453_b0480 – volume: 52 start-page: 535 year: 2021 ident: 10.1016/j.jbusres.2023.114453_b0455 article-title: Prediction-oriented model selection in partial least squares path modeling publication-title: Decision Sciences doi: 10.1111/deci.12329 – volume: 24 start-page: 426 year: 2023 ident: 10.1016/j.jbusres.2023.114453_b0240 article-title: Path analysis models integrating psychological, psycho-physical and clinical variables in individuals with tension-type headache publication-title: The Journal of Pain doi: 10.1016/j.jpain.2022.10.003 – volume: 35 start-page: 321 year: 2023 ident: 10.1016/j.jbusres.2023.114453_b0020 article-title: PLS-SEM's most wanted guidance publication-title: International Journal of Contemporary Hospitality Management doi: 10.1108/IJCHM-04-2022-0474 – start-page: 05). year: 2005 ident: 10.1016/j.jbusres.2023.114453_b0525 article-title: Speculative Markov blanket discovery for optimal feature selection – volume: 28 start-page: 1 year: 2008 ident: 10.1016/j.jbusres.2023.114453_b0215 article-title: Building Predictive Models in R Using the caret Package publication-title: Journal of Statistical Software doi: 10.18637/jss.v028.i05 – volume: 99 start-page: 87 year: 2019 ident: 10.1016/j.jbusres.2023.114453_b0445 article-title: The role of information usage in a retail supply chain: A causal data mining and analytical modeling approach publication-title: Journal of Business Research doi: 10.1016/j.jbusres.2019.01.070 – year: 1993 ident: 10.1016/j.jbusres.2023.114453_b0110 – volume: 144 year: 2020 ident: 10.1016/j.jbusres.2023.114453_b0380 article-title: An explainable AI decision-support-system to automate loan underwriting publication-title: Expert Systems with Applications doi: 10.1016/j.eswa.2019.113100 – volume: 57 start-page: 1662 year: 2023 ident: 10.1016/j.jbusres.2023.114453_b0450 article-title: Predictive model assessment and selection in composite-based modeling using PLS-SEM: Extensions and guidelines for using CVPAT publication-title: European Journal of Marketing doi: 10.1108/EJM-08-2020-0636 – volume: 6 start-page: 461 year: 1978 ident: 10.1016/j.jbusres.2023.114453_b0425 article-title: Estimating the dimensions of a model publication-title: The Annals of Statistic – volume: 62 start-page: 569 year: 2022 ident: 10.1016/j.jbusres.2023.114453_b0090 article-title: Integrated generalized structured component analysis: On the use of model fit criteria in international management research publication-title: Management International Review doi: 10.1007/s11575-022-00479-w – year: 2003 ident: 10.1016/j.jbusres.2023.114453_b0280 – year: 2009 ident: 10.1016/j.jbusres.2023.114453_b0175 article-title: Additive models, trees, and related methods |
| SSID | ssj0002008 |
| Score | 2.585056 |
| Snippet | We propose a routine for combining partial least squares-structural equation modeling (PLS-SEM) with selected machine learning (ML) algorithms to exploit the... |
| SourceID | crossref elsevier |
| SourceType | Enrichment Source Index Database Publisher |
| StartPage | 114453 |
| SubjectTerms | Machine learning (ML) Method triangulation Partial least squares-structural equation modeling (PLS-SEM) Prediction Unified theory of acceptance and use of technology (UTAUT) |
| Title | Elevating theoretical insight and predictive accuracy in business research: Combining PLS-SEM and selected machine learning algorithms |
| URI | https://dx.doi.org/10.1016/j.jbusres.2023.114453 |
| Volume | 173 |
| WOSCitedRecordID | wos001150157500001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVESC databaseName: Elsevier SD Freedom Collection Journals 2021 customDbUrl: eissn: 1873-7978 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0002008 issn: 0148-2963 databaseCode: AIEXJ dateStart: 19950101 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1bi9NAFB5qV9QX0VVxvTEPvpXUtLmOb0UqKrosWKFvYSYz2U2N2aVpl8UfsL_bM5czWeniDYQSSspkmnxfzpycnHM-Ql6KXMiM6biGUDyIZRQGTPEkqHK9nIpQZk5sIjs8zJdLdjQYXGItzHmTtW1-ccHO_ivUsA_A1qWzfwG3PyjsgO8AOmwBdtj-EfDzRukwq62C8kWKddvpx3DsCyBrY-dGvCy3a634XreoR6nfI9iLoqMFYC-E0ZAYHX38DMb3kzlCZ9RzwFf9ZnIxFYpPHI94c3y6rjcnrgn6rtu7M4t_5VOXJ04lxNBTGaf6e9199SvHYiuBsa7pAR_NGqf9jWGLaYyZzhhLw3qan9I9TXhzypzJU9Yk51kUZMwK_XibbfVPduy_DUWsxis4GTiNsRaH1-2Q4yTqFzyfhqgz23I9HTyHgWs0jW6QvWmWsHxI9mbv58sPfk3XWSI2Gdb-v74W7NW1k13v5VzxXBb3yF137enMUuU-Gah2n9zCiod9chuL07sH5NKzh15hD3XsoYA97dlDkT3wO0VcKeL6mnruUMcdMx65Qx13KHKH9tx5SL68nS_evAucVEdQgsu3CTj4kaIUCePJRFZw38OnSmUZTngYKjlJUgEcUKkAB5hzwSPd1zJUnIUpj1JYIx6RYXvaqseERrC3EiyOJRcx4zFPUslYpZ-LRVJl0QGJ8dIWpetjr-VUmgITFleFQ6TQiBQWkQMy9sPObCOX3w3IEbfCeaPWyyyAbL8e-uTfhz4ld_q75RkZbtZb9ZzcLM83dbd-4Wj5A53-uAs |
| linkProvider | Elsevier |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Elevating+theoretical+insight+and+predictive+accuracy+in+business+research%3A+Combining+PLS-SEM+and+selected+machine+learning+algorithms&rft.jtitle=Journal+of+business+research&rft.au=Richter%2C+Nicole+Franziska&rft.au=Tudoran%2C+Ana+Alina&rft.date=2024-02-01&rft.pub=Elsevier+Inc&rft.issn=0148-2963&rft.eissn=1873-7978&rft.volume=173&rft_id=info:doi/10.1016%2Fj.jbusres.2023.114453&rft.externalDocID=S0148296323008123 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0148-2963&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0148-2963&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0148-2963&client=summon |